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SeverusPRO Technical Solution

Sovereign, Local-First AI for Cyber Defense

On-prem RAG + local LLMs. Structured JSON outputs for SIEM/SOAR, fully audited, no default exfiltration.



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Executive Snapshot

Data Sovereignty

Data never leaves your network by default. Complete sovereignty with optional external enrichment that's off by default and fully audited when enabled.

SOAR-Ready Outputs

RAG pipelines deliver structured JSON outputs optimized for automation. Contract-valid schemas ensure seamless SIEM/SOAR integration.

Rapid Deployment

Containerized deployment with pilot ready in ~30 days. Structured 30/60/90 plan ensures systematic rollout and optimization.

Energy Efficient

Up to 75% lower energy consumption at ≈135W max power draw. No additional cooling infrastructure required.

Reference Architecture

Front-ends

API, Chat, and Dashboard interfaces provide multiple access points for different user personas and integration requirements.

EXO Orchestrator

Central operator enforcing policies and routing, ensuring governance and security controls across all operations.

LLM Layer

Qwen/DeepSeek via Ollama runtime with optional Mistral delta enrichment for enhanced reasoning capabilities.

Vector Database

Security-tuned encoders feeding Qdrant vector DB with Smart Buckets for curated document management.

Security Governance

RBAC, immutable audit logs, and data residency controls ensure compliance and operational security.

Data Flow: From Raw to Action


Ingest

OSINT feeds, telemetry streams, and private documents enter through secured ingestion points.

Normalize

Convert to time-stamped JSON with provenance tracking and confidence scoring for audit trails.

Index

Store in Qdrant vector database with metadata filters enabling precise retrieval operations.

Reason

Local LLMs analyze context with optional external enrichment for enhanced decision-making.

Output

Generate contract-valid JSON for SIEM/SOAR integration with approval workflows via Slack/Teams.

Core Capabilities

RAG for Security

Advanced document intelligence with ATT&CK-mapped responses. JSON outputs designed specifically for automation workflows, ensuring seamless integration with existing security tools.

Custom NLP Pipelines

Specialized processors for IOC extraction, CVE explanation, and policy synthesis. Built-in understanding of cybersecurity context and terminology.

Local-First Model Strategy

Qwen/DeepSeek models via Ollama runtime with secured meta-prompts and strict JSON contracts. Air-gapped model import capabilities for maximum security.

SOC Analyst Copilot Integration

1

Alert Ingestion

Receive alerts and logs from SIEM platforms, normalize data format, and establish correlation baselines for rapid triage.

2

Context Enrichment

Retrieve related CTI including IPs, CVEs, and ATT&CK mappings from local knowledge base for comprehensive threat context.

3

Action Recommendation

Generate proposed remediation actions with confidence scores, push to SOAR platforms like Tracecat or Ansible for execution.

4

Approval & Execution

Route high-impact actions through Slack/Teams approval workflows, execute approved remediation, update ticketing systems automatically.

Enterprise Use Cases

vCISO Workspace

Continuous risk modeling, policy alignment, and decision logging. Generate risk register entries with likelihood/impact scoring and board-ready reports with KPI dashboards.

MSSP Multi-Tenant

Standardized client onboarding with isolated Smart Buckets per tenant. Shared playbooks via SOAR with consolidated dashboards and strict RBAC controls.

eForensics Isolated

Air-gapped investigation of disk/memory artifacts with chain-of-custody logging, timeline reconstruction, and IOC extraction to knowledge base.

Threat Hunting

Hypothesis-driven hunts across telemetry and CTI. Generate hunt queries for Elastic/Zeek/EDR with ATT&CK mapping and playbook suggestions.

Deployment & Next Steps

Technical Stack

Docker-Compose deployment with Ollama runtime and Qdrant vector database. CPU-only viable with optional GPU acceleration. Energy-efficient at ≈135W maximum power consumption.

30/60/90 Day Plan

  • Day 30: Foundation deployment with OSINT processors and CTI feeds
  • Day 60: Telemetry connectors for Elastic, Splunk, QRadar, and EDR/XDR platforms
  • Day 90: Full SOAR integration with Tracecat, YARA, Ansible, and approval workflows
<2s

Response Latency

Median query response time

≥99%

JSON Validity

Automation compatibility rate

20-30h

Weekly Time Saved

Per analyst efficiency gain